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Andrey Malinin
Andrey Malinin
Staff Research Scientist, Isomorphic Labs
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Predictive uncertainty estimation via prior networks
A Malinin, M Gales
Advances in neural information processing systems 31, 2018
8322018
Ensemble Distribution Distillation
A Malinin, B Mlodozeniec, M Gales
International Conference on Learning Representations, 2020
2042020
Reverse kl-divergence training of prior networks: Improved uncertainty and adversarial robustness
A Malinin, M Gales
Advances in Neural Information Processing Systems 32, 2019
1502019
Shifts: A dataset of real distributional shift across multiple large-scale tasks
A Malinin, N Band, G Chesnokov, Y Gal, MJF Gales, A Noskov, ...
35th Conference on Neural Information Processing Systems (NeurIPS 2021 ¡¦, 2021
1122021
Uncertainty Estimation in Autoregressive Structured Prediction
M Gales, A Malinin
International Conference on Learning Representations, 2021
95*2021
Uncertainty in gradient boosting via ensembles
A Malinin, L Prokhorenkova, A Ustimenko
International Conference on Learning Representations 2021, 2021
852021
Uncertainty estimation in deep learning with application to spoken language assessment
A Malinin
782019
Towards automatic assessment of spontaneous spoken English
Y Wang, MJF Gales, KM Knill, K Kyriakopoulos, A Malinin, RC van Dalen, ...
Speech Communication 104, 47-56, 2018
412018
Regression prior networks
A Malinin, S Chervontsev, I Provilkov, M Gales
arXiv preprint arXiv:2006.11590, 2020
332020
Incorporating uncertainty into deep learning for spoken language assessment
A Malinin, A Ragni, K Knill, M Gales
Proceedings of the 55th Annual Meeting of the Association for Computational ¡¦, 2017
312017
On the periodic behavior of neural network training with batch normalization and weight decay
E Lobacheva, M Kodryan, N Chirkova, A Malinin, DP Vetrov
Advances in Neural Information Processing Systems 34, 21545-21556, 2021
222021
Ensemble approaches for uncertainty in spoken language assessment
X Wu, KM Knill, MJF Gales, A Malinin
ISCA, 2020
202020
Impact of ASR performance on free speaking language assessment
K Knill, M Gales, K Kyriakopoulos, A Malinin, A Ragni, Y Wang, A Caines
Interspeech 2018, 1641-1645, 2018
202018
Off-topic response detection for spontaneous spoken english assessment
A Malinin, R Van Dalen, K Knill, Y Wang, M Gales
Proceedings of the 54th Annual Meeting of the Association for Computational ¡¦, 2016
202016
Scaling ensemble distribution distillation to many classes with proxy targets
M Ryabinin, A Malinin, M Gales
Advances in Neural Information Processing Systems 34, 6023-6035, 2021
192021
Shifts 2.0: Extending the dataset of real distributional shifts
A Malinin, A Athanasopoulos, M Barakovic, MB Cuadra, MJF Gales, ...
arXiv preprint arXiv:2206.15407, 2022
142022
An attention based model for off-topic spontaneous spoken response detection: An initial study
A Malinin, K Knill, A Ragni, Y Wang, MJF Gales
7th ISCA Workshop on Speech and Language Technology in Education (SLaTE ¡¦, 2017
142017
Ensemble distillation approaches for grammatical error correction
Y Fathullah, MJF Gales, A Malinin
ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and ¡¦, 2021
132021
A hierarchical attention based model for off-topic spontaneous spoken response detection
A Malinin, K Knill, MJF Gales
2017 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU ¡¦, 2017
62017
Uncertainty measures in neural belief tracking and the effects on dialogue policy performance
C van Niekerk, A Malinin, C Geishauser, M Heck, H Lin, N Lubis, S Feng, ...
Conference on Empirical Methods in Natural Language Processing (EMNLP) 2021, 2021
52021
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